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Creating An Iot User Centric Security And Privacy Label, Luke Joseph Gleba Nov 2025

Creating An Iot User Centric Security And Privacy Label, Luke Joseph Gleba

Theses and Dissertations

Concerns for cybersecurity awareness and training in the public have been rising at astronomical rates over the past few years. People globally have entered a critical intersection with computers. Computers are being used in everyday life, and users do not have an easy way to understand their own cyber risk. Consumers deserve to know how secure their new Internet of Things (IoT) system is in a quick, efficient way before they purchase the device and while they own it. The following research looks to improve on ideas for the criteria and the development of a security label. Few prototypes currently …


Navigating Structure, Function, And Stability: Bridging Immunotherapy And Protein Engineering In The Era Of Machine Learning, Christopher J. Haynie Nov 2025

Navigating Structure, Function, And Stability: Bridging Immunotherapy And Protein Engineering In The Era Of Machine Learning, Christopher J. Haynie

Theses and Dissertations

The immune system is a remarkably adaptive network, yet it often fails to function optimally due to evasion strategies of pathogens or mutated cells. Many of these evasion strategies involve alterations in protein expression and function. Protein design is an area of computational biology with potential applications in improving protein function and therapeutic protein engineering. This thesis explores methods to enhance immune function and protein design across multiple scales, from molecular engineering of antibody fragments and chimeric antigen receptors (CARs) to cellular immune responses, and computational approaches for protein structure optimization. We characterize Thymidine Kinase 1-specific single-chain antibodies, highlighting both …


Copper Oxide Based P-Type Chemiresistive Sensing Element And Electrochemical Electrode For Ethanol Detection Application, Reyoun Frances B Nov 2025

Copper Oxide Based P-Type Chemiresistive Sensing Element And Electrochemical Electrode For Ethanol Detection Application, Reyoun Frances B

Theses and Dissertations

This study centers on the development of nanostructured sensing elements and electrochemical electrodes based on p-type CuO for ethanol detection, with a specific focus on application related onto targeting Breath and Blood Alcohol Content (BAC) monitoring. CuO nanostructures were deposited onto ceramic tubes via spray pyrolysis under optimized conditions to ensure uniform film formation. The CuO surfaces were subsequently functionalized with silver (Ag) nanoparticles via thermal evaporation and reduced graphene oxide (rGO) using the doctor blade method. Structural, morphological, and compositional analyses were conducted using X-ray Diffraction (XRD), Field Emission Scanning Electron Microscopy (FESEM), and X-ray Photoelectron Spectroscopy (XPS), respectively. …


Every Day Counts – A Critical Qualitative Case Study Examining Black Parents’ Perceptions Of Their Preschool Sons’ Chronic Absenteeism, Marilyn I. Dunham Nov 2025

Every Day Counts – A Critical Qualitative Case Study Examining Black Parents’ Perceptions Of Their Preschool Sons’ Chronic Absenteeism, Marilyn I. Dunham

Theses and Dissertations

Abstract Marilyn I. Dunham EVERY DAY COUNTS – A CRITICAL QUALITATIVE CASE STUDY EXAMINING BLACK PARENTS’ PERCEPTIONS OF THEIR PRESCHOOL SONS’ CHRONIC ABSENTEEISM 2025 - 2026 Jo Ann B. Manning, Ed.D. Doctor of Education in Educational Leadership The purpose of this critical qualitative case study was to examine the perceptions of Black parents regarding chronic absenteeism among Black male preschoolers. Grounded in Critical Race Theory (CRT; Ladson-Billings, 1998; Solórzano & Yosso, 2002), the study sought to amplify parental voices and explore how systemic policies, school practices, home factors, and parental advocacy influence early attendance. Eight Black parents from an urban …


Life After Prison: Exploring Gendered Differences In The Impact Of Social Support On The Ease Of Reintegration For Previously Incarcerated Men And Women, Joy Ferdinand Nov 2025

Life After Prison: Exploring Gendered Differences In The Impact Of Social Support On The Ease Of Reintegration For Previously Incarcerated Men And Women, Joy Ferdinand

Theses and Dissertations

Successful reintegration into society remains a significant challenge for formerly incarcerated individuals, particularly in securing stable housing and employment. This study examines the gendered impact of social support on reintegration outcomes, specifically assessing how peer instrumental support, familial instrumental support, and familial emotional support influence housing stability and employment within three months of release. Using data from the Serious and Violent Offender Reentry Initiative (SVORI), this study employs logistic regression models to explore whether gender moderates the relationship between social support and reentry success. Findings indicate that peer instrumental support significantly affects housing stability, but its impact varies by gender. …


Design And Implementation Of Home Energy Management System (Hems) In Smart Grid Through Demand Side Management (Dsm), Nirmala Jegadeesan Ms Nov 2025

Design And Implementation Of Home Energy Management System (Hems) In Smart Grid Through Demand Side Management (Dsm), Nirmala Jegadeesan Ms

Theses and Dissertations

The rising global energy demand, combined with environmental concerns and the depletion of conventional energy sources, has driven the need for the development of smarter and more sustainable energy systems. This research focuses on Home Energy Management System (HEMS) using soft computing techniques to optimize load scheduling, enhance energy efficiency, and integrate Renewable Energy Sources (RES) such as solar and battery storage. The primary goal is to balance supply and demand, reduce peak loads, and minimize energy costs while ensuring consumer comfort and system reliability.

Smart grids provide enhanced capabilities compared to conventional grids by enabling bidirectional flows of energy …


An Analysis Of Large Language Model Hallucination And Creativity: Linear Representations And Causal Roles, Mckay Bowcut Nov 2025

An Analysis Of Large Language Model Hallucination And Creativity: Linear Representations And Causal Roles, Mckay Bowcut

Theses and Dissertations

Large language models (LLMs) show remarkable abilities in both factual and creative tasks, yet the problem of hallucination persists despite advances in training and post-training methods. Recent progress in model interpretability suggests that model behavior can be predicted and influenced by analyzing and manipulating internal activations. In this thesis, we address three questions: (1) Can we identify linear representations of hallucination and creativity in the model’s latent space? (2) Do these representations play a causal role in model behavior when manipulated? (3) Are creativity and hallucination causally intertwined? To answer these, we construct a novel dataset of factual, hallucinated, and …


Blockchain-Driven Pharma Supply Chains Towards Industry 6.0, Vijay Ramasamy R Oct 2025

Blockchain-Driven Pharma Supply Chains Towards Industry 6.0, Vijay Ramasamy R

Theses and Dissertations

The pharmaceutical supply chain is undergoing an unprecedented evolution in the wake of Industry 6.0, driven by the need for heightened transparency, security, and real-time intelligence. However, current systems suffer from legacy Enterprise Resource Planning (ERP) constraints, the risk of counterfeit products, temperature sensitivity, and scalability issues due to the surge in Internet of Things (IoT) data.

This research proposes a unified, blockchain-based framework that integrates legacy ERP systems, advanced AI driven forecasting, IoT-enabled traceability, and quantum-enhanced blockchain security to modernize pharmaceutical supply chains.

The study begins by addressing interoperability between ERP and blockchain using middleware and smart contracts, facilitating …


To What Extent Do Arkansas K-3 Elementary Classroom Teachers Understand The International Dyslexia Association's Definition Of Dyslexia?, Anetha Jane Hill Oct 2025

To What Extent Do Arkansas K-3 Elementary Classroom Teachers Understand The International Dyslexia Association's Definition Of Dyslexia?, Anetha Jane Hill

Theses and Dissertations

This qualitative interview study explored the understanding of dyslexia among K–3 elementary classroom teachers in Arkansas, using the International Dyslexia Association (IDA) definition as adopted by the Arkansas Department of Education, specifically the Division of Elementary and Secondary Education. An interview protocol was used to gather information about teachers’ understanding of the full IDA definition of dyslexia. Since this definition has been formally adopted by the state of Arkansas, it has significantly influenced district policies, classroom instruction, and support services. It is essential that educators have a working knowledge of this definition to adequately support students’ reading success and provide …


Manufacturing Of Origami-Inspired Mechanisms Via Sheet Lamination, Tyler R. Stevens Oct 2025

Manufacturing Of Origami-Inspired Mechanisms Via Sheet Lamination, Tyler R. Stevens

Theses and Dissertations

Origami-inspired mechanisms combine compact, lightweight, reconfig- urable devices, yet despite decades of growth in origami theory, industrial uptake remains limited. As a result, origami predominately appears as prototypes or in low-volume, bespoke applications. Manufacturing (which has received little development) remains the chief bottleneck: most origami fabrication routes are still under-explored, labor-intensive, and fundamentally unsuited to scale. This dissertation addresses that barrier by establishing a process-centric framework for origami manufacturing and demonstrates fabrication workflows capable of transitioning designs from prototypes to production. A survey of more than 180 publications on origami manufacturing approaches yields a manufacturing-oriented taxonomy that links each surrogate …


Fabrication Of Nanofiber Hydrogel Composites And Their Effects On Single-Cell Morphology, Nikolas Belanger Oct 2025

Fabrication Of Nanofiber Hydrogel Composites And Their Effects On Single-Cell Morphology, Nikolas Belanger

Theses and Dissertations

Regenerating highly aligned soft tissues such as nerves, skeletal muscle, and cardiac tissue remains a major challenge in biomedical engineering due to the complex structural and biochemical cues needed to guide cellular behavior. Tissue engineering scaffolds for aligned soft tissue must allow massive cell infiltration and provide cues that direct cell alignment. Aligned nanofibers offer direction cues but must be included at low density to leave room for cell population. This thesis presents a strategy for fabricating and characterizing nanofiber-embedded hydrogel composites where a permissive hydrogel matrix supports the low density aligned nanofiber architecture. We hypothesized that embedded aligned nanofibers …


Primary Education In Nigeria: A Case Study Of The Global Mandate On Inclusive Education, Olusola John Ogundola Oct 2025

Primary Education In Nigeria: A Case Study Of The Global Mandate On Inclusive Education, Olusola John Ogundola

Theses and Dissertations

This dissertation examines how inclusive education, mandated by Article 24 of the United Nations Convention on the Rights of Persons with Disabilities (UNCRPD), is implemented in primary schools in Oyo State, Nigeria. Using a qualitative case study, I explored administrators’ and teachers’ experiences within contexts shaped by colonial legacies, systemic ableism, and resource constraints. Data sources included policy documents, lesson notes, researcher journals, and interviews. Guided by postcolonial and decolonial theory, Disability Critical Race Theory (DisCrit), and Critical Disability Studies (CDS), the study identified five themes: (1) colonial residues in language and schooling; (2) deficit framings of disability; (3) systemic …


Memories, Realities, And Manifestations: A Fifth Grade Collage Inquiry Of Experiences And Hopes, Idalis Jole' Williams Oct 2025

Memories, Realities, And Manifestations: A Fifth Grade Collage Inquiry Of Experiences And Hopes, Idalis Jole' Williams

Theses and Dissertations

In this qualitative study, I used collage inquiry to explore fifth-grade students' educational, social, and emotional experiences in an elementary school. The participating students began kindergarten in 2020, a year marked by the sudden disruption of the COVID-19 pandemic. The pandemic shaped the foundation of their schooling in many ways. This study helped us understand the student experience using the arts-based research method of collage inquiry. As the principal and researcher, I invited fifth-grade students to participate in a Collage Club that meets twice weekly across five weeks. The students reflected on their experiences and expressed their hopes for the …


Investigation Of Metals And Incidental Nanomaterials In Wildland-Urban Interface Fire Ashes And Their Impacts On Marine Phytoplankton, Talal Abdullah Alshehri Oct 2025

Investigation Of Metals And Incidental Nanomaterials In Wildland-Urban Interface Fire Ashes And Their Impacts On Marine Phytoplankton, Talal Abdullah Alshehri

Theses and Dissertations

Wildfires are natural processes that have played a vital role in ecosystems for millions of years. However, with increasing anthropogenic activities and climate change, wildfires' frequency and intensity have increased. A wildfire is an uncontrolled fire that burns forests, grasses, and savannas. In addition to vegetation combustible materials, wildfire burn structure items such as homes, stores, and storage sheds in areas where the transition zone between urban and wildland is defined as the wildland-urban interface (WUI). Moreover, wildfires in WUI can burn vehicles, including automobiles, tractors, and boats on trails. Recently, there have been concerns regarding the metals, metalloids, and …


​​​How Do Working Conditions Effect Teacher Job Satisfaction And Intention To Stay: Retaining Special Education Teachers​, Alyssa Michelle Raygoza Oct 2025

​​​How Do Working Conditions Effect Teacher Job Satisfaction And Intention To Stay: Retaining Special Education Teachers​, Alyssa Michelle Raygoza

Theses and Dissertations

Teacher retention remains a leading area of focus in the United States. Recent research efforts have examined the effects of specific work-related experiences on teacher retention. In comparison to teaching in a general education classroom, special education teachers often face increased levels of job demands that can influence the ways in which existing resources may or may not balance out such challenges. The study is grounded in the Job Demands-Resources (JD-R) Model, a theoretical framework that has been used widely in both occupational and, more recently, educational research focusing on the specific demands and resources situated within teacher working conditions. …


Influence Of School Climate On Comprehensive School Behavioral Health Effectiveness, Halle Rose Singer Oct 2025

Influence Of School Climate On Comprehensive School Behavioral Health Effectiveness, Halle Rose Singer

Theses and Dissertations

Youth are experiencing a sharp rise in mental health concerns, which have reached critical levels. Schools have emerged as a key setting for delivering mental health services due to their accessibility, familiarity, and capacity to reach diverse populations. Comprehensive School Behavioral Health (CSBH) systems offer a multi-tiered, evidence-based framework for supporting the mental health of all students. However, the success of CSBH interventions varies across schools presumably indicating that systemic or school level factors, like school climate, may influence youth mental health outcomes. In this study, I investigate how school-level factors, specifically student-perceived school climate, influence the mental health outcomes …


Cultural Diagnosis And The Monsters Of Victorian England, Victoria Elizabeth Kuykendall Oct 2025

Cultural Diagnosis And The Monsters Of Victorian England, Victoria Elizabeth Kuykendall

Theses and Dissertations

This dissertation examines the representation of invisible disability and neurodivergence in nineteenth-century British literature, arguing that literary texts both reflect and shape cultural understandings of disability. While much scholarship has focused on visible or physical impairments in Victorian fiction, comparatively little attention has been given to characters whose behaviors, emotions, or identities align with what today might be described as neurodivergence.

Drawing on Disability Studies, Mad Studies, and cultural theory, I propose the concept of cultural Diagnosis as a framework for analyzing how fictional characters become “Diagnosable” within both their historical and contemporary cultural contexts. Through close readings of Arthur …


Task Prioritization In Concurrent Speaking And Visuomotor Tasks In Younger And Older Adults, Naomi Wynn Oct 2025

Task Prioritization In Concurrent Speaking And Visuomotor Tasks In Younger And Older Adults, Naomi Wynn

Theses and Dissertations

The present study examined the ability of younger and older adults to prioritize one task over another under divided attention conditions. The speech task involved the repetition of sentences that included specific vowel targets, and the non-speech task was a visuomotor pursuit rotor task which required tracking a moving target on a computer. The participants were twenty young adults between the ages of 18 and 30 and twenty older adults above the age of 60. They performed each task on its own and both tasks concurrently, prioritizing one or the other task. Audio recordings were analyzed with software to extract …


Decidiendo Lo Mejor Para Su Educación: Immigrant Latine Madres At The Intersection Of Confianza, Ideology, And The Illusion Of Choice, Emmeline Ortiz Oct 2025

Decidiendo Lo Mejor Para Su Educación: Immigrant Latine Madres At The Intersection Of Confianza, Ideology, And The Illusion Of Choice, Emmeline Ortiz

Theses and Dissertations

This qualitative multiple case study examined the decision-making processes of immigrant Latine caregivers selecting schools and language programs for their children classified as Multilingual Learners (MLLs) in New York City. Although policy frameworks position caregivers as central decision-makers, bilingual program access remains limited, especially in charter schools, and families must navigate language ideologies that privilege English as the safest educational pathway. Ten immigrant Latine participants, nine mothers and one grandmother, whose children attended traditional or charter elementary schools in one NYC district, shared their experiences through semi-structured interviews conducted in Spanish. Data were analyzed through iterative coding and thematic analysis …


Enhancing Engagement And Learning In Radiology: Integrating Game-Based And Case-Based Learning In Medical Education, Lisa Willson Oct 2025

Enhancing Engagement And Learning In Radiology: Integrating Game-Based And Case-Based Learning In Medical Education, Lisa Willson

Theses and Dissertations

The purpose of this mixed-methods action research is to integrate game-based learning (GBL), specifically an educational escape room, into case-based learning (CBL) and evaluate its impact on the engagement and academic performance of fourth-year medical students in an elective radiology course at a medical school in the southeastern United States. Sixteen students participated in the study; all identified as white. National trends indicate a significant decrease in student engagement and academic performance across various educational settings, including medical education (Kay & Pasarica, 2019). Locally, this trend is reflected in declining test scores and student feedback indicating disengagement and poor retention …


Exploring Student Perceptions Of Culture Within An Algebra Unit: A Qualitative Action Research Study, Alesha Marie Love Oct 2025

Exploring Student Perceptions Of Culture Within An Algebra Unit: A Qualitative Action Research Study, Alesha Marie Love

Theses and Dissertations

Many barriers exist when teaching and learning mathematics. Although the mathematics curriculum is rigid and rigorous by design it is often not culturally relevant for the students engaging with the content. As a result, many students of color do not have an appropriate amount of representation to connect to a subject area that already seems exclusionary. This qualitative action research study examines the effects of introducing culturally relevant references into an Algebra unit for students of color, exploring the influence of exposure to cultural references and the minimal display of cultural and racial identities within the mathematics curriculum on students …


Rethinking Gifted Education: An Improvement Science Study On Differentiation And Academic Growth, Mabra Herlong Wayman Oct 2025

Rethinking Gifted Education: An Improvement Science Study On Differentiation And Academic Growth, Mabra Herlong Wayman

Theses and Dissertations

This Dissertation in Practice addresses the problem of inconsistent academic growth among gifted and talented (GT) students in grades 3–5 at Riverview Elementary, where local STAR data show a persistent pattern of GT students falling into the Low Growth, High Proficiency category. Using improvement science as a framework, the study employed empathy interviews, a fishbone analysis, and a driver diagram to identify root causes and guide the development of a professional development (PD) intervention. The PD focused on building teacher capacity for differentiation through high-impact strategies such as problem-based learning, acceleration, independent study, curriculum compacting, and flexible grouping. The intervention …


The Effectiveness Of Public-Private Partnerships In Addressing Residential Urban Development Challenges In Greater Cairo, Sara Nagy Abdelmessih Oct 2025

The Effectiveness Of Public-Private Partnerships In Addressing Residential Urban Development Challenges In Greater Cairo, Sara Nagy Abdelmessih

Theses and Dissertations

This research explores the effectiveness of Public-Private Partnerships (PPPs) in tackling the residential urban development challenges facing Cairo today. In the past two decades, PPPs have emerged as a dominant mode of housing production, positioned as collaborative ventures between state agencies and private developers. They have become integral to the expansion of Greater Cairo, producing vast new urban extensions under the promise of mobilizing private capital, technical expertise, and delivery capacity. Yet, questions remain about whether these arrangements genuinely address Egypt’s most urgent housing needs, or whether they reproduce market-driven logics that leave large segments of the population excluded. The …


The Moderating Effects Of Community Involvement On The Association Between Witnessed Community Violence And Mental Health Outcomes Among Black Adolescents, Curtisha Tamara Shacklewood Oct 2025

The Moderating Effects Of Community Involvement On The Association Between Witnessed Community Violence And Mental Health Outcomes Among Black Adolescents, Curtisha Tamara Shacklewood

Theses and Dissertations

Black youth and adolescents are at a disproportionately high risk for experiencing community violence exposure (CVE) and the potential influence it may have on psychological functioning. Research posits that Black youth who experience community violence are at a significantly higher risk of experiencing elevated internalizing symptoms (e.g., depression) and externalizing symptoms (e.g., delinquency). Previous research has utilized the ecological model to investigate interpersonal protective factors that potentially buffer the effects of CVE, including parental support and family characteristics. However, there is little research that explores community-level factors, such as community activities (e.g., youth activities and parental perception of collective efficacy) …


Leveraging After School Programs As Resources To Support Adolescent Health And Wellbeing Within Underserved Communities: A Qualitative Study, Olivia Staples Oct 2025

Leveraging After School Programs As Resources To Support Adolescent Health And Wellbeing Within Underserved Communities: A Qualitative Study, Olivia Staples

Theses and Dissertations

Over the past decade, youth have shown a consistent rise in stress, major depression, anxiety, and suicide, with underserved youth (low-income, minoritized communities) at greatest risk of exposure to chronic stress, related outcomes, and less access to health services (APA, 2017). Afterschool programs (ASPs), which serve as important resources in underserved communities, can be a critical support for youth health and well-being (Afterschool Alliance, 2019). However, few studies have examined ways in which ASPs address the challenges underserved youth face across their ecosystem to promote youth resilience (Jones & Deutsch, 2011). Using qualitative interview data from staff and youth across …


Stem Integration In The Classroom: An Exploratory Case-Study On Teachers Defining Their Stem Identity And Role As A Stem Educator, Tawana Guillaume Oct 2025

Stem Integration In The Classroom: An Exploratory Case-Study On Teachers Defining Their Stem Identity And Role As A Stem Educator, Tawana Guillaume

Theses and Dissertations

The push for inclusion of science, technology, engineering, and mathematics (STEM) as a meta-discipline in K-12 education is recognition that the challenges faced by society require technology skills, interdisciplinary problem-solving, and an increased number of people entering STEM professions (Dare et al., 2014; English, 2016; Fan et al., 2021; Holstein & Keene, 2013; Roehrig et al., 2012, 2021; Sanders, 2008). The dissertation in practice explored STEM teacher identity and conceptions of STEM as a function of STEM professional experience outside of the field of education. The exploratory casestudy sought to identify the relationship between STEM career-based experiences – specifically the …


Improved Extraction And Detection Of Disinfection Byproducts, Impacts Of Wildland-Urban Interface Wildfires On Drinking Water, And Change In Disinfection Byproducts Over Time In Chlorinated Vs. Chloraminated Distribution Systems, Patrick Thomas Justen Oct 2025

Improved Extraction And Detection Of Disinfection Byproducts, Impacts Of Wildland-Urban Interface Wildfires On Drinking Water, And Change In Disinfection Byproducts Over Time In Chlorinated Vs. Chloraminated Distribution Systems, Patrick Thomas Justen

Theses and Dissertations

Drinking water disinfection is critical to prevent the occurrence of waterborne pathogens in drinking water. However, disinfection causes the unintended formation of disinfection byproducts (DBPs) through the reaction of disinfectants (e.g., chlorine, chloramine) with natural organic matter (NOM), algal matter, or anthropogenic pollutants present in source waters. Exposure to DBPs is associated with increased bladder cancer, colorectal cancer, miscarriage, and birth defects. The U.S. EPA currently regulates eleven DBPs in drinking water—four trihalomethanes, five haloacetic acids, bromate, and chlorite. However, research shows that DBP related toxicity in drinking water is driven mainly by other, non-regulated DBPs, particularly iodinated DBPs and …


​​​Creating A Resident And Fellow Scholarly Activity Tracking Tool In A Large Academic Health System: A Dissertation In Practice​, Elyse Anne Wieszczecinski Oct 2025

​​​Creating A Resident And Fellow Scholarly Activity Tracking Tool In A Large Academic Health System: A Dissertation In Practice​, Elyse Anne Wieszczecinski

Theses and Dissertations

Documenting and reviewing resident and fellow scholarly activity within a sponsoring institution can be a laborious task. With multiple lines of information coming from a wide variety of sources, this problem of practice implemented the Information Systems Success Model to help develop a database by which this information can be collected in a way that is efficient while maintaining the need for a user-friendly product. While other healthcare entities have also incorporated this model into their scholarly activity collection, these are still individual needs of the sponsoring institution and its constituents to consider when adapting the strategy. Using an improvement …


Thesis: Comparing Functional And Effective Brain Connectivity Metrics For Eeg, Diksha Srishyla Oct 2025

Thesis: Comparing Functional And Effective Brain Connectivity Metrics For Eeg, Diksha Srishyla

Theses and Dissertations

Background:Brain connectivity measures have been used to study communication between brain regions using electroencephalography (EEG). Functional and effective connectivity estimate the synchronization and the flow of information between regions, respectively. However, findings from studies using different measures to investigate similar connections do not converge. To guide the selection of functional and effective connectivity measures in future studies, we systematically compared a set of measures in the context of resting state EEG. We examined four functional connectivity metrics (coherence (Coh), the imaginary part of coherence (imCoh), the corrected imaginary part of phase lagged value (ciPLV), the debiased weighted phase-locking index (dwPLI)) …


Ai-Driven Autonomous Manufacturing: A Novel Taxonomy, Vision-Guided Planning, And Diversity-Aware Active Learning Frameworks, Ibrahim Yousif Oct 2025

Ai-Driven Autonomous Manufacturing: A Novel Taxonomy, Vision-Guided Planning, And Diversity-Aware Active Learning Frameworks, Ibrahim Yousif

Theses and Dissertations

Manufacturers face two opposing challenges: the escalating demand for customized products and the pressure to reduce lead times. Current manufacturing equipment, although reliable, operates at the limits of its technology and lacks adaptability to dynamic environments. This trade-off has been described as the optimal degree of automation, a threshold beyond which further automation incurs more cost than benefit. Smart manufacturing has introduced adaptive, data-driven systems, but many deployments still lack the contextual adaptability and autonomous decision-making required to handle unplanned disruptions. This underscores the need for intelligent, autonomous systems capable of real-time adaptation without costly reconfiguration, minimizing human intervention during …